Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 999 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.0 KiB |
| Average record size in memory | 88.1 B |
Variable types
| Numeric | 11 |
|---|
x_4 is highly correlated with y | High correlation |
y is highly correlated with x_4 | High correlation |
x_4 is highly correlated with y | High correlation |
y is highly correlated with x_4 | High correlation |
x_4 is highly correlated with y | High correlation |
y is highly correlated with x_4 | High correlation |
x_1 has unique values | Unique |
x_2 has unique values | Unique |
x_3 has unique values | Unique |
x_4 has unique values | Unique |
x_5 has unique values | Unique |
x_6 has unique values | Unique |
x_7 has unique values | Unique |
x_8 has unique values | Unique |
x_9 has unique values | Unique |
x_10 has unique values | Unique |
Reproduction
| Analysis started | 2022-05-16 07:50:56.530652 |
|---|---|
| Analysis finished | 2022-05-16 07:51:09.161494 |
| Duration | 12.63 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4908268595 |
| Minimum | 0.0001881734934 |
|---|---|
| Maximum | 0.9995660062 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.0001881734934 |
|---|---|
| 5-th percentile | 0.04234476623 |
| Q1 | 0.2189356901 |
| median | 0.5048459771 |
| Q3 | 0.7384930294 |
| 95-th percentile | 0.9483232349 |
| Maximum | 0.9995660062 |
| Range | 0.9993778327 |
| Interquartile range (IQR) | 0.5195573393 |
Descriptive statistics
| Standard deviation | 0.2938751385 |
|---|---|
| Coefficient of variation (CV) | 0.5987348345 |
| Kurtosis | -1.23314922 |
| Mean | 0.4908268595 |
| Median Absolute Deviation (MAD) | 0.2618995951 |
| Skewness | -0.0001171731307 |
| Sum | 490.3360327 |
| Variance | 0.08636259704 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9683788088 | 1 | 0.1% |
| 0.9483039195 | 1 | 0.1% |
| 0.9096131062 | 1 | 0.1% |
| 0.06288088998 | 1 | 0.1% |
| 0.671780755 | 1 | 0.1% |
| 0.1109281522 | 1 | 0.1% |
| 0.706813111 | 1 | 0.1% |
| 0.3997667229 | 1 | 0.1% |
| 0.8322193667 | 1 | 0.1% |
| 0.3528275709 | 1 | 0.1% |
| Other values (989) | 989 |
| Value | Count | Frequency (%) |
| 0.0001881734934 | 1 | |
| 0.000237680506 | 1 | |
| 0.0003354237415 | 1 | |
| 0.0004495745525 | 1 | |
| 0.002274518134 | 1 | |
| 0.002481588162 | 1 | |
| 0.002665059874 | 1 | |
| 0.003108262084 | 1 | |
| 0.005357587943 | 1 | |
| 0.006790122949 | 1 |
| Value | Count | Frequency (%) |
| 0.9995660062 | 1 | |
| 0.9990050404 | 1 | |
| 0.9982276598 | 1 | |
| 0.99572321 | 1 | |
| 0.9946827416 | 1 | |
| 0.9927035437 | 1 | |
| 0.9916759594 | 1 | |
| 0.9916492915 | 1 | |
| 0.9913324958 | 1 | |
| 0.9899826022 | 1 |
| Distinct | 999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4993099365 |
| Minimum | 8.508865722 × 10-5 |
|---|---|
| Maximum | 0.9999592176 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 8.508865722 × 10-5 |
|---|---|
| 5-th percentile | 0.05429990666 |
| Q1 | 0.2620030111 |
| median | 0.5005389699 |
| Q3 | 0.7338527376 |
| 95-th percentile | 0.9502933578 |
| Maximum | 0.9999592176 |
| Range | 0.999874129 |
| Interquartile range (IQR) | 0.4718497265 |
Descriptive statistics
| Standard deviation | 0.2785678267 |
|---|---|
| Coefficient of variation (CV) | 0.557905634 |
| Kurtosis | -1.099712965 |
| Mean | 0.4993099365 |
| Median Absolute Deviation (MAD) | 0.2366037248 |
| Skewness | -0.002575696342 |
| Sum | 498.8106266 |
| Variance | 0.07760003406 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.7168197876 | 1 | 0.1% |
| 0.06454800046 | 1 | 0.1% |
| 0.5834462964 | 1 | 0.1% |
| 0.7706178925 | 1 | 0.1% |
| 0.9542366324 | 1 | 0.1% |
| 0.2048069998 | 1 | 0.1% |
| 0.5397562298 | 1 | 0.1% |
| 0.4446769466 | 1 | 0.1% |
| 0.05113286083 | 1 | 0.1% |
| 0.2578079756 | 1 | 0.1% |
| Other values (989) | 989 |
| Value | Count | Frequency (%) |
| 8.508865722 × 10-5 | 1 | |
| 0.00192071544 | 1 | |
| 0.004510525847 | 1 | |
| 0.007382266456 | 1 | |
| 0.008615878178 | 1 | |
| 0.01080613793 | 1 | |
| 0.01244858373 | 1 | |
| 0.01284920028 | 1 | |
| 0.01311626565 | 1 | |
| 0.01318773977 | 1 |
| Value | Count | Frequency (%) |
| 0.9999592176 | 1 | |
| 0.9996616519 | 1 | |
| 0.9984938819 | 1 | |
| 0.9968087643 | 1 | |
| 0.9963340503 | 1 | |
| 0.9959830714 | 1 | |
| 0.9952703691 | 1 | |
| 0.9941536989 | 1 | |
| 0.9936317257 | 1 | |
| 0.9933765049 | 1 |
| Distinct | 999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.496888229 |
| Minimum | 0.003109625774 |
|---|---|
| Maximum | 0.9989182351 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.003109625774 |
|---|---|
| 5-th percentile | 0.04575146399 |
| Q1 | 0.2317364716 |
| median | 0.4845410262 |
| Q3 | 0.7651983585 |
| 95-th percentile | 0.9440981801 |
| Maximum | 0.9989182351 |
| Range | 0.9958086093 |
| Interquartile range (IQR) | 0.5334618868 |
Descriptive statistics
| Standard deviation | 0.2978736103 |
|---|---|
| Coefficient of variation (CV) | 0.5994780977 |
| Kurtosis | -1.315259159 |
| Mean | 0.496888229 |
| Median Absolute Deviation (MAD) | 0.268836021 |
| Skewness | 0.01546682282 |
| Sum | 496.3913407 |
| Variance | 0.08872868769 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6788464659 | 1 | 0.1% |
| 0.8300950697 | 1 | 0.1% |
| 0.1964099798 | 1 | 0.1% |
| 0.6823239319 | 1 | 0.1% |
| 0.3707964618 | 1 | 0.1% |
| 0.4262538045 | 1 | 0.1% |
| 0.2023812085 | 1 | 0.1% |
| 0.09253612417 | 1 | 0.1% |
| 0.1026566981 | 1 | 0.1% |
| 0.4804451503 | 1 | 0.1% |
| Other values (989) | 989 |
| Value | Count | Frequency (%) |
| 0.003109625774 | 1 | |
| 0.003444103524 | 1 | |
| 0.006440791534 | 1 | |
| 0.007464393741 | 1 | |
| 0.007623463403 | 1 | |
| 0.00807375554 | 1 | |
| 0.008087543305 | 1 | |
| 0.008908248972 | 1 | |
| 0.01194022712 | 1 | |
| 0.01278970158 | 1 |
| Value | Count | Frequency (%) |
| 0.9989182351 | 1 | |
| 0.998192295 | 1 | |
| 0.9941519594 | 1 | |
| 0.9936207957 | 1 | |
| 0.992277249 | 1 | |
| 0.9920568638 | 1 | |
| 0.9911756483 | 1 | |
| 0.9905151757 | 1 | |
| 0.9891123949 | 1 | |
| 0.9884057203 | 1 |
| Distinct | 999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5032280121 |
| Minimum | 0.001223057276 |
|---|---|
| Maximum | 0.9987846948 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.001223057276 |
|---|---|
| 5-th percentile | 0.05101582825 |
| Q1 | 0.2688959518 |
| median | 0.5037115691 |
| Q3 | 0.7478565234 |
| 95-th percentile | 0.9480387195 |
| Maximum | 0.9987846948 |
| Range | 0.9975616375 |
| Interquartile range (IQR) | 0.4789605716 |
Descriptive statistics
| Standard deviation | 0.2842376007 |
|---|---|
| Coefficient of variation (CV) | 0.5648286539 |
| Kurtosis | -1.153262938 |
| Mean | 0.5032280121 |
| Median Absolute Deviation (MAD) | 0.238542805 |
| Skewness | -0.005868875243 |
| Sum | 502.7247841 |
| Variance | 0.08079101364 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5100488709 | 1 | 0.1% |
| 0.3997731176 | 1 | 0.1% |
| 0.3808924286 | 1 | 0.1% |
| 0.4828914567 | 1 | 0.1% |
| 0.5968996885 | 1 | 0.1% |
| 0.8060180959 | 1 | 0.1% |
| 0.2731233467 | 1 | 0.1% |
| 0.1293834371 | 1 | 0.1% |
| 0.2585441726 | 1 | 0.1% |
| 0.7594994358 | 1 | 0.1% |
| Other values (989) | 989 |
| Value | Count | Frequency (%) |
| 0.001223057276 | 1 | |
| 0.002138953656 | 1 | |
| 0.003690861864 | 1 | |
| 0.004139408935 | 1 | |
| 0.004510888597 | 1 | |
| 0.005940596573 | 1 | |
| 0.006220792653 | 1 | |
| 0.008011179511 | 1 | |
| 0.008152187802 | 1 | |
| 0.008181465091 | 1 |
| Value | Count | Frequency (%) |
| 0.9987846948 | 1 | |
| 0.998757835 | 1 | |
| 0.9980449851 | 1 | |
| 0.9977300144 | 1 | |
| 0.9976799681 | 1 | |
| 0.9972289978 | 1 | |
| 0.9969548159 | 1 | |
| 0.9946209621 | 1 | |
| 0.9944001862 | 1 | |
| 0.993133906 | 1 |
| Distinct | 999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5090419508 |
| Minimum | 0.005313863512 |
|---|---|
| Maximum | 0.9984778729 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.005313863512 |
|---|---|
| 5-th percentile | 0.05816797046 |
| Q1 | 0.2745586436 |
| median | 0.5092126022 |
| Q3 | 0.7426676325 |
| 95-th percentile | 0.9524894411 |
| Maximum | 0.9984778729 |
| Range | 0.9931640094 |
| Interquartile range (IQR) | 0.4681089889 |
Descriptive statistics
| Standard deviation | 0.2834070174 |
|---|---|
| Coefficient of variation (CV) | 0.5567458967 |
| Kurtosis | -1.135675315 |
| Mean | 0.5090419508 |
| Median Absolute Deviation (MAD) | 0.2344735903 |
| Skewness | -0.02436773506 |
| Sum | 508.5329089 |
| Variance | 0.0803195375 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5452991338 | 1 | 0.1% |
| 0.3778346784 | 1 | 0.1% |
| 0.3470397049 | 1 | 0.1% |
| 0.4784313082 | 1 | 0.1% |
| 0.4911302582 | 1 | 0.1% |
| 0.8999646928 | 1 | 0.1% |
| 0.381773215 | 1 | 0.1% |
| 0.3610848426 | 1 | 0.1% |
| 0.4337008747 | 1 | 0.1% |
| 0.5804645009 | 1 | 0.1% |
| Other values (989) | 989 |
| Value | Count | Frequency (%) |
| 0.005313863512 | 1 | |
| 0.005649447907 | 1 | |
| 0.006496301852 | 1 | |
| 0.006668706425 | 1 | |
| 0.006951165851 | 1 | |
| 0.008062367095 | 1 | |
| 0.008108347887 | 1 | |
| 0.008410795126 | 1 | |
| 0.01008875668 | 1 | |
| 0.0118789582 | 1 |
| Value | Count | Frequency (%) |
| 0.9984778729 | 1 | |
| 0.9981989313 | 1 | |
| 0.9979029929 | 1 | |
| 0.9973382638 | 1 | |
| 0.9964702826 | 1 | |
| 0.9960905751 | 1 | |
| 0.9954120247 | 1 | |
| 0.9942700332 | 1 | |
| 0.9934374637 | 1 | |
| 0.9924381243 | 1 |
| Distinct | 999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5135112564 |
| Minimum | 0.0005168188363 |
|---|---|
| Maximum | 0.9990590557 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.0005168188363 |
|---|---|
| 5-th percentile | 0.04917674628 |
| Q1 | 0.2554089812 |
| median | 0.5274046387 |
| Q3 | 0.7671528421 |
| 95-th percentile | 0.9518787304 |
| Maximum | 0.9990590557 |
| Range | 0.9985422369 |
| Interquartile range (IQR) | 0.5117438609 |
Descriptive statistics
| Standard deviation | 0.2912013869 |
|---|---|
| Coefficient of variation (CV) | 0.5670788775 |
| Kurtosis | -1.213893633 |
| Mean | 0.5135112564 |
| Median Absolute Deviation (MAD) | 0.2526072282 |
| Skewness | -0.08903805937 |
| Sum | 512.9977451 |
| Variance | 0.08479824772 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5736922114 | 1 | 0.1% |
| 0.8783951418 | 1 | 0.1% |
| 0.2016186481 | 1 | 0.1% |
| 0.7713869947 | 1 | 0.1% |
| 0.8332007183 | 1 | 0.1% |
| 0.1970110913 | 1 | 0.1% |
| 0.8021574947 | 1 | 0.1% |
| 0.2911874915 | 1 | 0.1% |
| 0.7491579321 | 1 | 0.1% |
| 0.01640720922 | 1 | 0.1% |
| Other values (989) | 989 |
| Value | Count | Frequency (%) |
| 0.0005168188363 | 1 | |
| 0.001039078226 | 1 | |
| 0.001380243804 | 1 | |
| 0.001882047392 | 1 | |
| 0.003867906053 | 1 | |
| 0.004578455817 | 1 | |
| 0.005849341163 | 1 | |
| 0.006231541978 | 1 | |
| 0.0063056543 | 1 | |
| 0.007164001232 | 1 |
| Value | Count | Frequency (%) |
| 0.9990590557 | 1 | |
| 0.9976156505 | 1 | |
| 0.9906958311 | 1 | |
| 0.9894722968 | 1 | |
| 0.9892231291 | 1 | |
| 0.9880629254 | 1 | |
| 0.9862214772 | 1 | |
| 0.9850191984 | 1 | |
| 0.9847325415 | 1 | |
| 0.9839525858 | 1 |
| Distinct | 999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4870195881 |
| Minimum | 0.0004930354189 |
|---|---|
| Maximum | 0.999179194 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.0004930354189 |
|---|---|
| 5-th percentile | 0.03986519955 |
| Q1 | 0.2376704538 |
| median | 0.4745734276 |
| Q3 | 0.7390013927 |
| 95-th percentile | 0.9330030491 |
| Maximum | 0.999179194 |
| Range | 0.9986861586 |
| Interquartile range (IQR) | 0.5013309389 |
Descriptive statistics
| Standard deviation | 0.28853689 |
|---|---|
| Coefficient of variation (CV) | 0.5924543839 |
| Kurtosis | -1.200191796 |
| Mean | 0.4870195881 |
| Median Absolute Deviation (MAD) | 0.2510147719 |
| Skewness | 0.05128721269 |
| Sum | 486.5325685 |
| Variance | 0.08325353689 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8174912403 | 1 | 0.1% |
| 0.1080124115 | 1 | 0.1% |
| 0.7565879712 | 1 | 0.1% |
| 0.3668358619 | 1 | 0.1% |
| 0.4622919941 | 1 | 0.1% |
| 0.7757538015 | 1 | 0.1% |
| 0.148654066 | 1 | 0.1% |
| 0.2440461922 | 1 | 0.1% |
| 0.8455381233 | 1 | 0.1% |
| 0.3624680354 | 1 | 0.1% |
| Other values (989) | 989 |
| Value | Count | Frequency (%) |
| 0.0004930354189 | 1 | |
| 0.001437212573 | 1 | |
| 0.002168755047 | 1 | |
| 0.002275173785 | 1 | |
| 0.003662644187 | 1 | |
| 0.005178293446 | 1 | |
| 0.005194451893 | 1 | |
| 0.005492280936 | 1 | |
| 0.006293173414 | 1 | |
| 0.006784450961 | 1 |
| Value | Count | Frequency (%) |
| 0.999179194 | 1 | |
| 0.9979108833 | 1 | |
| 0.9968904082 | 1 | |
| 0.9968666697 | 1 | |
| 0.9953517392 | 1 | |
| 0.9940810399 | 1 | |
| 0.9929643131 | 1 | |
| 0.9923984455 | 1 | |
| 0.9920675238 | 1 | |
| 0.9915668934 | 1 |
| Distinct | 999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4989466279 |
| Minimum | 0.0004075991455 |
|---|---|
| Maximum | 0.9986462623 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.0004075991455 |
|---|---|
| 5-th percentile | 0.04964895954 |
| Q1 | 0.2560673617 |
| median | 0.5018658189 |
| Q3 | 0.737044692 |
| 95-th percentile | 0.9451366704 |
| Maximum | 0.9986462623 |
| Range | 0.9982386632 |
| Interquartile range (IQR) | 0.4809773304 |
Descriptive statistics
| Standard deviation | 0.2860873305 |
|---|---|
| Coefficient of variation (CV) | 0.5733826316 |
| Kurtosis | -1.201680741 |
| Mean | 0.4989466279 |
| Median Absolute Deviation (MAD) | 0.2406459968 |
| Skewness | 0.008081751893 |
| Sum | 498.4476812 |
| Variance | 0.08184596069 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2066362142 | 1 | 0.1% |
| 0.7583385438 | 1 | 0.1% |
| 0.648588809 | 1 | 0.1% |
| 0.5561428298 | 1 | 0.1% |
| 0.4431086702 | 1 | 0.1% |
| 0.1864639539 | 1 | 0.1% |
| 0.1072031679 | 1 | 0.1% |
| 0.573830107 | 1 | 0.1% |
| 0.04493582644 | 1 | 0.1% |
| 0.00692198961 | 1 | 0.1% |
| Other values (989) | 989 |
| Value | Count | Frequency (%) |
| 0.0004075991455 | 1 | |
| 0.004566833377 | 1 | |
| 0.004819793627 | 1 | |
| 0.0050164524 | 1 | |
| 0.005249097012 | 1 | |
| 0.00692198961 | 1 | |
| 0.007173677906 | 1 | |
| 0.007298450917 | 1 | |
| 0.007329605985 | 1 | |
| 0.01025546179 | 1 |
| Value | Count | Frequency (%) |
| 0.9986462623 | 1 | |
| 0.9984462825 | 1 | |
| 0.9977870975 | 1 | |
| 0.9974061728 | 1 | |
| 0.9963019455 | 1 | |
| 0.9943333585 | 1 | |
| 0.9937087398 | 1 | |
| 0.9926573029 | 1 | |
| 0.9912576943 | 1 | |
| 0.9905247034 | 1 |
| Distinct | 999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5051851284 |
| Minimum | 0.007883363403 |
|---|---|
| Maximum | 0.9988844888 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.007883363403 |
|---|---|
| 5-th percentile | 0.06057471244 |
| Q1 | 0.2621554557 |
| median | 0.518658031 |
| Q3 | 0.7482194676 |
| 95-th percentile | 0.9436818145 |
| Maximum | 0.9988844888 |
| Range | 0.9910011254 |
| Interquartile range (IQR) | 0.4860640119 |
Descriptive statistics
| Standard deviation | 0.2829511131 |
|---|---|
| Coefficient of variation (CV) | 0.5600939086 |
| Kurtosis | -1.189992985 |
| Mean | 0.5051851284 |
| Median Absolute Deviation (MAD) | 0.2438255055 |
| Skewness | -0.06801291502 |
| Sum | 504.6799433 |
| Variance | 0.08006133242 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.880111227 | 1 | 0.1% |
| 0.6169729538 | 1 | 0.1% |
| 0.5661150699 | 1 | 0.1% |
| 0.4599516839 | 1 | 0.1% |
| 0.6952949637 | 1 | 0.1% |
| 0.2891517628 | 1 | 0.1% |
| 0.7279610124 | 1 | 0.1% |
| 0.7863590354 | 1 | 0.1% |
| 0.5998983954 | 1 | 0.1% |
| 0.7551719896 | 1 | 0.1% |
| Other values (989) | 989 |
| Value | Count | Frequency (%) |
| 0.007883363403 | 1 | |
| 0.008486375213 | 1 | |
| 0.009443647461 | 1 | |
| 0.009553446202 | 1 | |
| 0.01177267847 | 1 | |
| 0.01202521822 | 1 | |
| 0.0128528662 | 1 | |
| 0.0132224604 | 1 | |
| 0.0176626991 | 1 | |
| 0.01825000369 | 1 |
| Value | Count | Frequency (%) |
| 0.9988844888 | 1 | |
| 0.9973649841 | 1 | |
| 0.9971172756 | 1 | |
| 0.9952033276 | 1 | |
| 0.9942655736 | 1 | |
| 0.9907478828 | 1 | |
| 0.9876458235 | 1 | |
| 0.9868889449 | 1 | |
| 0.9857083405 | 1 | |
| 0.985235238 | 1 |
| Distinct | 999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4991376114 |
| Minimum | 0.0001695572864 |
|---|---|
| Maximum | 0.9988191046 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.0001695572864 |
|---|---|
| 5-th percentile | 0.05317098475 |
| Q1 | 0.2495816054 |
| median | 0.5095781707 |
| Q3 | 0.7423927027 |
| 95-th percentile | 0.9408351386 |
| Maximum | 0.9988191046 |
| Range | 0.9986495473 |
| Interquartile range (IQR) | 0.4928110973 |
Descriptive statistics
| Standard deviation | 0.2842145647 |
|---|---|
| Coefficient of variation (CV) | 0.569411237 |
| Kurtosis | -1.188904605 |
| Mean | 0.4991376114 |
| Median Absolute Deviation (MAD) | 0.2444973388 |
| Skewness | 0.003290464751 |
| Sum | 498.6384738 |
| Variance | 0.0807779188 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5741874252 | 1 | 0.1% |
| 0.9956662694 | 1 | 0.1% |
| 0.8913815403 | 1 | 0.1% |
| 0.4170673508 | 1 | 0.1% |
| 0.3367005582 | 1 | 0.1% |
| 0.6271239389 | 1 | 0.1% |
| 0.3854100495 | 1 | 0.1% |
| 0.04323681863 | 1 | 0.1% |
| 0.7560317288 | 1 | 0.1% |
| 0.6867291159 | 1 | 0.1% |
| Other values (989) | 989 |
| Value | Count | Frequency (%) |
| 0.0001695572864 | 1 | |
| 0.002183816861 | 1 | |
| 0.003050532658 | 1 | |
| 0.003460424254 | 1 | |
| 0.005036565475 | 1 | |
| 0.005054519046 | 1 | |
| 0.007321292767 | 1 | |
| 0.00751092867 | 1 | |
| 0.0148827557 | 1 | |
| 0.01524862647 | 1 |
| Value | Count | Frequency (%) |
| 0.9988191046 | 1 | |
| 0.9983596164 | 1 | |
| 0.9979315691 | 1 | |
| 0.9960331533 | 1 | |
| 0.9957104295 | 1 | |
| 0.9956662694 | 1 | |
| 0.9951544625 | 1 | |
| 0.9945271015 | 1 | |
| 0.9909165264 | 1 | |
| 0.9906876506 | 1 |
| Distinct | 27 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.01401401 |
| Minimum | 3 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 12 |
| median | 15 |
| Q3 | 18 |
| 95-th percentile | 23 |
| Maximum | 29 |
| Range | 26 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.773612737 |
|---|---|
| Coefficient of variation (CV) | 0.3179438045 |
| Kurtosis | -0.3636394757 |
| Mean | 15.01401401 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.006369707158 |
| Sum | 14999 |
| Variance | 22.78737856 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 16 | 89 | 8.9% |
| 14 | 88 | 8.8% |
| 17 | 84 | 8.4% |
| 15 | 70 | 7.0% |
| 18 | 70 | 7.0% |
| 13 | 65 | 6.5% |
| 12 | 62 | 6.2% |
| 19 | 55 | 5.5% |
| 11 | 53 | 5.3% |
| 9 | 53 | 5.3% |
| Other values (17) | 310 |
| Value | Count | Frequency (%) |
| 3 | 3 | 0.3% |
| 4 | 6 | 0.6% |
| 5 | 14 | 1.4% |
| 6 | 16 | 1.6% |
| 7 | 19 | 1.9% |
| 8 | 34 | |
| 9 | 53 | |
| 10 | 41 | |
| 11 | 53 | |
| 12 | 62 |
| Value | Count | Frequency (%) |
| 29 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| 27 | 3 | 0.3% |
| 26 | 5 | 0.5% |
| 25 | 13 | 1.3% |
| 24 | 19 | |
| 23 | 12 | 1.2% |
| 22 | 34 | |
| 21 | 44 | |
| 20 | 45 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| x_1 | x_2 | x_3 | x_4 | x_5 | x_6 | x_7 | x_8 | x_9 | x_10 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.968379 | 0.716820 | 0.678846 | 0.510049 | 0.545299 | 0.573692 | 0.817491 | 0.206636 | 0.880111 | 0.574187 | 17 |
| 1 | 0.468263 | 0.405603 | 0.320325 | 0.468084 | 0.100995 | 0.974407 | 0.300062 | 0.608356 | 0.050082 | 0.762011 | 12 |
| 2 | 0.776820 | 0.103740 | 0.373748 | 0.797782 | 0.906810 | 0.599069 | 0.626680 | 0.924705 | 0.632768 | 0.512663 | 16 |
| 3 | 0.407886 | 0.415357 | 0.101543 | 0.935160 | 0.444124 | 0.193607 | 0.656837 | 0.599929 | 0.868582 | 0.405406 | 20 |
| 4 | 0.538797 | 0.088621 | 0.886119 | 0.781848 | 0.401623 | 0.207652 | 0.946310 | 0.769453 | 0.827292 | 0.937183 | 15 |
| 5 | 0.206888 | 0.948597 | 0.558884 | 0.871703 | 0.465946 | 0.276475 | 0.989965 | 0.704521 | 0.274629 | 0.632537 | 17 |
| 6 | 0.187104 | 0.958926 | 0.333785 | 0.553103 | 0.321272 | 0.093246 | 0.992068 | 0.683878 | 0.826543 | 0.339985 | 14 |
| 7 | 0.779970 | 0.733282 | 0.640320 | 0.988489 | 0.503198 | 0.283350 | 0.412005 | 0.655302 | 0.025155 | 0.120866 | 23 |
| 8 | 0.193944 | 0.810933 | 0.444994 | 0.330572 | 0.518216 | 0.845187 | 0.525841 | 0.713356 | 0.666183 | 0.856873 | 11 |
| 9 | 0.434231 | 0.771914 | 0.465847 | 0.371157 | 0.895335 | 0.619349 | 0.597694 | 0.793747 | 0.610631 | 0.363718 | 17 |
Last rows
| x_1 | x_2 | x_3 | x_4 | x_5 | x_6 | x_7 | x_8 | x_9 | x_10 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 989 | 0.675230 | 0.104578 | 0.089280 | 0.913877 | 0.212572 | 0.789406 | 0.715345 | 0.250423 | 0.778238 | 0.392814 | 16 |
| 990 | 0.466981 | 0.725928 | 0.925422 | 0.283279 | 0.543374 | 0.298245 | 0.012202 | 0.956630 | 0.751306 | 0.801752 | 18 |
| 991 | 0.716254 | 0.671017 | 0.047022 | 0.884141 | 0.046927 | 0.683850 | 0.964038 | 0.037830 | 0.835210 | 0.150489 | 24 |
| 992 | 0.130515 | 0.534216 | 0.123069 | 0.625352 | 0.145912 | 0.855714 | 0.491531 | 0.805196 | 0.690737 | 0.317576 | 12 |
| 993 | 0.589512 | 0.294239 | 0.854585 | 0.223456 | 0.067046 | 0.128168 | 0.861934 | 0.293647 | 0.702813 | 0.670513 | 11 |
| 994 | 0.162843 | 0.435990 | 0.149917 | 0.665505 | 0.914584 | 0.630336 | 0.384881 | 0.407224 | 0.328757 | 0.994527 | 16 |
| 995 | 0.907179 | 0.737143 | 0.830932 | 0.799533 | 0.214602 | 0.800022 | 0.504500 | 0.494688 | 0.462960 | 0.276626 | 20 |
| 996 | 0.505830 | 0.163747 | 0.146821 | 0.667286 | 0.573377 | 0.585563 | 0.934153 | 0.312294 | 0.854859 | 0.607592 | 15 |
| 997 | 0.296363 | 0.720200 | 0.434514 | 0.755218 | 0.613471 | 0.940339 | 0.329413 | 0.763345 | 0.018250 | 0.474626 | 17 |
| 998 | 0.181283 | 0.966139 | 0.502668 | 0.985803 | 0.285397 | 0.963976 | 0.283293 | 0.879572 | 0.139573 | 0.523076 | 17 |